Who it is for
Process engineers and materials scientists running thin-film deposition and metrology.
AI Connectors · Data & Analytics
Atomscale
Materials characterisation data, notebooks, and instrument streams
Overview
What Atomscale does
Atomscale stores characterisation and metrology data from thin-film growth and processing: SEM, XPS, RHEED, Raman, ellipsometry, photoluminescence, OES, instrument logs, recipes, and tool traces. The connector works against one Atomscale organisation and covers both directions. Reads described in the listing include searching the data catalogue and physical samples, and pulling processed analysis results and similarity embeddings for a data item. Writes include tagging and annotating data, creating and editing marimo notebooks, uploading files, and managing live instrument streams. The publisher states that read tools are annotated read-only and that write tools prompt before acting, with every call running under the signed-in account's permissions. Sign-in is by OAuth, or by API key for headless clients.
Tool surface
Sixteen tools are claimed across catalogue reads, annotation, notebook editing, and stream management, but the endpoint refused the listing request, so the read-only annotations the publisher describes cannot be confirmed from outside.
Availability
Where Atomscale is listed
Atomscale is listed in the Claude connectors directory only. Atomscale has no app under the same domain in the ChatGPT directory; 392 of the 3,150 products here are on both marketplaces, and this is not one of them.
The MCP server behind a Claude connector is usually the same server a ChatGPT app would need, so the absence is a distribution decision rather than a technical one.
Claude listing
In the Claude connectors directory
Atomscale publishes 16 tools to Claude, deeper than 61.6% of the 1,253 Claude-listed connectors.
The median Claude-listed connector filed under Data & Analytics publishes 12, so this one runs 4 tools above its bucket's median and ranks 61st of 198 by tool count.
It falls in the 11-20 tools band, which holds 22.5% of the Claude directory.
Atomscale publishes a remote MCP endpoint. Claude connects to it over HTTP; there is nothing to install locally.
Every connector in the Claude directory is remote, all 1,253 of them, so transport is not a differentiator there.
- Publisher
- Atomscale
- Verification
- Community-listed (61.5% of the Claude directory)
- Filed under
- Data & Analytics
- Endpoint
-
https://api.atomscale.ai/mcp - Documentation
- Publisher setup docs
- Published tools
- 16 · 11-20 tools band
- Depth rank in Data & Analytics
- 61 of 198
- Snapshot
- August 2026
Atomscale is community-listed in the Claude directory, the tier 770 of 1,253 connectors sit in (61.5%). It is the default for a self-published server, and says nothing either way about quality.
In the publisher's words
How Atomscale describes it
Atomscale is a cloud platform for materials characterization and metrology data from thin-film growth and processing: RHEED, SEM, XPS, Raman, photoluminescence, ellipsometry, OES, instrument logs and recipes, tool trace, and more. This connector lets Claude work with your Atomscale organization directly. Search the data catalogue and physical samples, pull processed analysis results and similarity embeddings for any data item, tag and annotate data, create and edit Python (marimo) analysis notebooks, upload new files, and manage live streams from instruments with the capability to read and write feedback. Every request is scoped to your Atomscale account: tools act as you, within your organization, with the same permissions as the web app. Read tools are marked read-only; write tools are annotated so Claude asks before making changes. Sign in with your Atomscale account on first connect (OAuth), or use an API key for headless clients.
Quoted from the connector's own Claude directory listing as captured in August 2026. Node8 did not write it and does not vouch for it.
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This is an independent catalogue entry compiled by Node8 from Atomscale's public marketplace listing as it stood in August 2026. Listing facts come from the marketplaces; the comparisons against the rest of the directory and any live-endpoint measurements are Node8's. Node8 is not affiliated with Atomscale, and inclusion here is not an endorsement.
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